RoBERTurk: Adjusting RoBERTa for Turkish

Fuente: arXiv
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Autor principal: Tas, Nuri
Formato: Preprint
Publicado: 2024
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author Tas, Nuri
author_facet Tas, Nuri
contents We pretrain RoBERTa on a Turkish corpora using BPE tokenizer. Our model outperforms BERTurk family models on the BOUN dataset for the POS task while resulting in underperformance on the IMST dataset for the same task and achieving competitive scores on the Turkish split of the XTREME dataset for the NER task - all while being pretrained on smaller data than its competitors. We release our pretrained model and tokenizer.
format Preprint
id arxiv_https___arxiv_org_abs_2401_03515
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle RoBERTurk: Adjusting RoBERTa for Turkish
Tas, Nuri
Computation and Language
Machine Learning
We pretrain RoBERTa on a Turkish corpora using BPE tokenizer. Our model outperforms BERTurk family models on the BOUN dataset for the POS task while resulting in underperformance on the IMST dataset for the same task and achieving competitive scores on the Turkish split of the XTREME dataset for the NER task - all while being pretrained on smaller data than its competitors. We release our pretrained model and tokenizer.
title RoBERTurk: Adjusting RoBERTa for Turkish
topic Computation and Language
Machine Learning
url https://arxiv.org/abs/2401.03515